技术领域Technical field
本公开涉及计算机领域，具体涉及深度学习和自然语言处理等人工智能领域，尤其涉及一种程序评估方法、装置、设备、介质及程序产品。The present disclosure relates to the field of computers, specifically to the fields of artificial intelligence such as deep learning and natural language processing, and in particular to a program evaluation method, device, equipment, medium and program product.
背景技术Background technique
随着计算机技术的发展，应用程序的开发变得常见起来。在应用程序开发过程中，需要对应用程序进行评估。With the development of computer technology, the development of application programs has become common. During the application development process, the application needs to be evaluated.
目前，评估程序是通过策略模型计算出其评估系数，然后根据固定的规则，去确定程序的评估结果。At present, the evaluation program calculates its evaluation coefficient through the strategy model, and then determines the evaluation result of the program according to fixed rules.
发明内容Contents of the invention
本公开实施例提出了一种程序评估方法、装置、设备、介质及程序产品。Embodiments of the present disclosure provide a program evaluation method, apparatus, equipment, media and program products.
第一方面，本公开实施例提出了一种程序评估方法，包括：获取针对目标程序的操作信息和运行性能信息；根据操作信息和/或运行性能信息，确定针对目标程序的目标需求信息，其中，目标需求信息用于表征对操作信息和运行性能信息的需求程度；根据目标需求信息，确定操作信息和运行性能信息对应的权重；根据操作信息对应的评估系数和权重，以及运行性能信息对应的评估系数和权重，确定目标程序对应的评估结果。In a first aspect, an embodiment of the present disclosure proposes a program evaluation method, which includes: obtaining operation information and running performance information for a target program; and determining target requirement information for the target program based on the operation information and/or running performance information, wherein , the target demand information is used to represent the degree of demand for operation information and operating performance information; according to the target demand information, determine the weight corresponding to the operation information and operation performance information; according to the evaluation coefficient and weight corresponding to the operation information, and the corresponding weight of the operation performance information Evaluation coefficients and weights are used to determine the evaluation results corresponding to the target program.
第二方面，本公开实施例提出了一种程序评估装置，包括：信息获取模块，被配置成获取针对目标程序的操作信息和运行性能信息；需求确定模块，被配置成根据操作信息和/或运行性能信息，确定针对目标程序的目标需求信息，其中，目标需求信息用于表征对操作信息和运行性能信息的需求程度；权重确定模块，被配置成根据目标需求信息，确定操作信息和运行性能信息对应的权重；结果确定模块，被配置成根据操作信息对应的评估系数和权重，以及运行性能信息对应的评估系数和权重，确定目标程序对应的评估结果。In the second aspect, an embodiment of the present disclosure proposes a program evaluation device, including: an information acquisition module configured to obtain operation information and running performance information for the target program; a demand determination module configured to obtain operation information and/or operating performance information based on the operation information and/or The operating performance information determines the target demand information for the target program, where the target demand information is used to represent the degree of demand for operating information and operating performance information; the weight determination module is configured to determine the operating information and operating performance based on the target demand information. The weight corresponding to the information; the result determination module is configured to determine the evaluation result corresponding to the target program based on the evaluation coefficient and weight corresponding to the operation information and the evaluation coefficient and weight corresponding to the operating performance information.
第三方面，本公开实施例提出了一种电子设备，包括：至少一个处理器；以及与至少一个处理器通信连接的存储器；其中，存储器存储有可被至少一个处理器执行的指令，指令被至少一个处理器执行，以使至少一个处理器能够执行如第一方面描述的方法。In a third aspect, embodiments of the present disclosure provide an electronic device, including: at least one processor; and a memory communicatively connected to the at least one processor; wherein the memory stores instructions that can be executed by the at least one processor, and the instructions are At least one processor executes, so that at least one processor can execute the method as described in the first aspect.
第四方面，本公开实施例提出了一种存储有计算机指令的非瞬时计算机可读存储介质，计算机指令用于使计算机执行如第一方面描述的方法。In a fourth aspect, embodiments of the present disclosure provide a non-transitory computer-readable storage medium storing computer instructions, the computer instructions being used to cause a computer to execute the method described in the first aspect.
第五方面，本公开实施例提出了一种计算机程序产品，包括计算机程序，计算机程序在被处理器执行时实现如第一方面描述的方法。In a fifth aspect, an embodiment of the present disclosure proposes a computer program product, which includes a computer program. When executed by a processor, the computer program implements the method described in the first aspect.
本公开实施例提供的程序评估方法、装置、设备、介质及程序产品，首先获取针对目标程序的操作信息和运行性能信息；然后根据操作信息和/或运行性能信息，确定针对目标程序的目标需求信息，其中，目标需求信息用于表征对操作信息和运行性能信息的需求程度；然后根据目标需求信息，确定操作信息和运行性能信息对应的权重；最后根据操作信息对应的评估系数和权重，以及运行性能信息对应的评估系数和权重，确定目标程序对应的评估结果。能够根据操作信息和/或运行性能信息确定的针对目标程序的需求信息，实现对操作信息和运行性能信息对应的权重确定；从而可以根据操作信息对应的评估系数和权重，以及运行性能信息对应的评估系数和权重，实现对目标程序的评估结果的确定，从而提高了确定目标程序的评估结果的准确性。The program evaluation methods, devices, equipment, media and program products provided by the embodiments of the present disclosure first obtain the operation information and running performance information for the target program; and then determine the target requirements for the target program based on the operation information and/or running performance information. information, where the target demand information is used to represent the degree of demand for operation information and operating performance information; then, based on the target demand information, the weight corresponding to the operation information and operation performance information is determined; finally, according to the evaluation coefficient and weight corresponding to the operation information, and Run the evaluation coefficients and weights corresponding to the performance information to determine the evaluation results corresponding to the target program. It is possible to determine the weight corresponding to the operation information and the operation performance information based on the demand information for the target program determined by the operation information and/or the operation performance information; thus, the evaluation coefficient and weight corresponding to the operation information and the operation performance information can be determined. Evaluation coefficients and weights are used to determine the evaluation results of the target program, thereby improving the accuracy of determining the evaluation results of the target program.
应当理解，本部分所描述的内容并非旨在标识本公开的实施例的关键或重要特征，也不用于限制本公开的范围。本公开的其它特征将通过以下的说明书而变得容易理解。It should be understood that what is described in this section is not intended to identify key or important features of the embodiments of the disclosure, nor is it intended to limit the scope of the disclosure. Other features of the present disclosure will become readily understood from the following description.
附图说明Description of the drawings
通过阅读参照以下附图所作的对非限制性实施例所作的详细描述，本公开的其它特征、目的和优点将会变得更明显。附图用于更好地理解本方案，不构成对本公开的限定。其中：Other features, objects and advantages of the present disclosure will become more apparent upon reading the detailed description of the non-limiting embodiments taken with reference to the following drawings. The accompanying drawings are used to better understand the present solution and do not constitute a limitation of the present disclosure. in:
图1是本公开可以应用于其中的示例性系统架构图；Figure 1 is an exemplary system architecture diagram in which the present disclosure may be applied;
图2是根据本公开的程序评估方法的一个实施例的流程图；Figure 2 is a flowchart of one embodiment of a program evaluation method according to the present disclosure;
图3是根据本公开的程序评估方法的一个实施例的流程图；Figure 3 is a flow chart of one embodiment of a program evaluation method according to the present disclosure;
图4是根据本公开的程序评估方法的一个实施例的流程图；Figure 4 is a flowchart of one embodiment of a program evaluation method according to the present disclosure;
图5是根据本公开的程序评估方法的一个实施例的流程图；Figure 5 is a flowchart of one embodiment of a program evaluation method according to the present disclosure;
图6是根据本公开的程序评估装置的一个实施例的结构示意图；Figure 6 is a schematic structural diagram of an embodiment of a program evaluation device according to the present disclosure;
图7是用来实现本公开实施例的电子设备的框图。Figure 7 is a block diagram of an electronic device used to implement embodiments of the present disclosure.
具体实施方式Detailed ways
以下结合附图对本公开的示范性实施例做出说明，其中包括本公开实施例的各种细节以助于理解，应当将它们认为仅仅是示范性的。因此，本领域普通技术人员应当认识到，可以对这里描述的实施例做出各种改变和修改，而不会背离本公开的范围和精神。同样，为了清楚和简明，以下的描述中省略了对公知功能和结构的描述。Exemplary embodiments of the present disclosure are described below with reference to the accompanying drawings, in which various details of the embodiments of the present disclosure are included to facilitate understanding and should be considered to be exemplary only. Accordingly, those of ordinary skill in the art will recognize that various changes and modifications can be made to the embodiments described herein without departing from the scope and spirit of the disclosure. Also, descriptions of well-known functions and constructions are omitted from the following description for clarity and conciseness.
需要说明的是，在不冲突的情况下，本公开中的实施例及实施例中的特征可以相互组合。下面将参考附图并结合实施例来详细说明本公开。It should be noted that, as long as there is no conflict, the embodiments and features in the embodiments of the present disclosure can be combined with each other. The present disclosure will be described in detail below in conjunction with embodiments with reference to the accompanying drawings.
图1示出了可以应用本公开的程序评估方法或程序评估装置的实施例的示例性系统架构100。FIG. 1 shows an exemplary system architecture 100 to which embodiments of the program evaluation method or program evaluation apparatus of the present disclosure can be applied.
如图1所示，系统架构100可以包括终端设备101、102、103，网络104和服务器105。网络104用以在终端设备101、102、103和服务器105之间提供通信链路的介质。网络104可以包括各种连接类型，例如有线、无线通信链路或者光纤电缆等等。As shown in Figure 1, the system architecture 100 may include terminal devices 101, 102, 103, a network 104 and a server 105. The network 104 is a medium used to provide communication links between the terminal devices 101, 102, 103 and the server 105. Network 104 may include various connection types, such as wired, wireless communication links, or fiber optic cables, among others.
用户可以使用终端设备101、102、103通过网络104与服务器105交互。终端设备101、102、103上可以安装有各种客户端应用、智能交互应用；或终端设备101、102、103的应用商店中免安装的云应用、云智能交互应用。Users can interact with the server 105 through the network 104 using terminal devices 101, 102, 103. Various client applications and intelligent interactive applications can be installed on the terminal devices 101, 102, and 103; or installation-free cloud applications and cloud intelligent interactive applications in the application stores of the terminal devices 101, 102, and 103 can be installed.
终端设备101、102、103可以是硬件，也可以是软件。当终端设备101、102、103为硬件时，终端设备可以为与用户通过键盘、触摸板、显示屏、触摸屏、遥控器、语音交互或手写设备等一种或多种方式进行人机交互的电子产品，例如PC(Personal Computer，个人计算机)、手机、智能手机、PDA(Personal Digital Assistant，个人数字助手)、可穿戴设备、PPC(Pocket PC，掌上电脑)、平板电脑、智能车机、智能电视、智能音箱、平板电脑、膝上型便携计算机和台式计算机等等。当终端设备101、102、103为软件时，可以安装在上述电子设备中。其可以实现成多个软件或软件模块，也可以实现成单个软件或软件模块。在此不做具体限定。The terminal devices 101, 102, and 103 may be hardware or software. When the terminal devices 101, 102, and 103 are hardware, the terminal devices may be electronic devices that perform human-computer interaction with the user through one or more methods such as keyboard, touch pad, display screen, touch screen, remote control, voice interaction, or handwriting device. Products, such as PC (Personal Computer, personal computer), mobile phones, smart phones, PDA (Personal Digital Assistant, personal digital assistant), wearable devices, PPC (Pocket PC, handheld computer), tablet computers, smart cars, smart TVs , smart speakers, tablets, laptops, desktop computers and more. When the terminal devices 101, 102, and 103 are software, they can be installed in the above-mentioned electronic devices. It can be implemented as multiple software or software modules, or as a single software or software module. There are no specific limitations here.
服务器105可以是提供各种服务的服务器，例如对终端设备101、102、103提供支持的后台服务器。The server 105 may be a server that provides various services, such as a backend server that provides support for the terminal devices 101, 102, and 103.
需要说明的是，服务器105可以是硬件，也可以是软件。当服务器105为硬件时，可以实现成多个服务器组成的分布式服务器集群，也可以实现成单个服务器。当服务器105为软件时，可以实现成多个软件或软件模块(例如用来提供分布式服务)，也可以实现成单个软件或软件模块。在此不做具体限定。It should be noted that the server 105 may be hardware or software. When the server 105 is hardware, it can be implemented as a distributed server cluster composed of multiple servers or as a single server. When the server 105 is software, it may be implemented as multiple software or software modules (for example, used to provide distributed services), or it may be implemented as a single software or software module. There are no specific limitations here.
需要说明的是，本公开实施例所提供的程序评估方法一般由终端设备101、102、103执行，相应地，程序评估装置一般设置于终端设备101、102、103中。It should be noted that the program evaluation method provided by the embodiment of the present disclosure is generally executed by the terminal devices 101, 102, and 103. Correspondingly, the program evaluation device is generally provided in the terminal devices 101, 102, and 103.
应该理解，图1中的终端设备、网络和服务器的数目仅仅是示意性的。根据实现需要，可以具有任意数目的终端设备、网络和服务器。It should be understood that the number of terminal devices, networks and servers in Figure 1 is only illustrative. Depending on implementation needs, there can be any number of end devices, networks, and servers.
继续参考图2，其示出了根据本公开的程序评估方法的一个实施例的流程200。该程序评估方法可以包括以下步骤：Continuing to refer to FIG. 2 , a process 200 is shown according to one embodiment of a program evaluation method according to the present disclosure. The program evaluation approach may include the following steps:
步骤201，获取针对目标程序的操作信息和运行性能信息。Step 201: Obtain operation information and running performance information for the target program.
在本实施例中，程序评估方法的执行主体(例如图1所示的服务器105)可以获取针对目标程序的操作信息和运行性能信息。上述目标程序可以为已安装在终端设备(例如图1所示的终端设备101、102、103)上的应用程序；或终端设备上应用商店中免安装的云应用程序。上述操作信息可以为用户操作目标程序所产生的信息，例如，操作目标程序的内容信息所产生的信息，该内容信息可以为目标程序展现在终端设备的显示屏上的信息。上述操作信息可以包括以下至少一项：目标程序的知名度、目标程序中的文章阅读数、目标程序中的文章收藏数、目标程序中有点展统一资源定位符(Uniform Resource Locator，URL)的数量、同名目标程序的搜索次数等。In this embodiment, the execution subject of the program evaluation method (for example, the server 105 shown in FIG. 1 ) can obtain operation information and running performance information for the target program. The above-mentioned target program may be an application program that has been installed on the terminal device (such as the terminal devices 101, 102, and 103 shown in Figure 1); or an installation-free cloud application program in an application store on the terminal device. The above operation information may be information generated by the user operating the target program, for example, information generated by operating content information of the target program. The content information may be information displayed by the target program on the display screen of the terminal device. The above operation information may include at least one of the following: the popularity of the target program, the number of articles read in the target program, the number of article collections in the target program, the number of Uniform Resource Locators (Uniform Resource Locators, URLs) displayed in the target program, The number of searches for target programs with the same name, etc.
在这里，运行性能信息可以包括目标程序在开发阶段(例如，测试阶段)和/或投入使用阶段所涉及到的性能信息。Here, the running performance information may include performance information related to the target program in the development phase (eg, testing phase) and/or the putting phase.
本公开的技术方案中，所涉及的操作信息和运行性能信息的获取，存储和应用等，均符合相关法律法规的规定，且不违背公序良俗。In the technical solution of this disclosure, the acquisition, storage and application of the operation information and operating performance information involved are in compliance with relevant laws and regulations and do not violate public order and good customs.
步骤202，根据操作信息和/或运行性能信息，确定针对目标程序的目标需求信息，其中，目标需求信息用于表征对操作信息和运行性能信息的需求程度。Step 202: Determine target demand information for the target program based on the operation information and/or running performance information, where the target demand information is used to represent the degree of demand for the operation information and running performance information.
在实施例中，上述执行主体可以根据运行性能信息，确定针对目标程序的目标需求信息；或根据操作信息，确定针对目标程序的目标需求信息；或操作信息和根据运行性能信息，确定针对目标程序的目标需求信息。上述目标需求信息可以用于表征用户(例如，消费者和/或开发者)对目标程序的操作信息和运行性能信息的需求程度。In an embodiment, the execution subject may determine the target requirement information for the target program based on the running performance information; or determine the target requirement information for the target program based on the operation information; or determine the target requirement information for the target program based on the operation information and the running performance information. target demand information. The above target demand information can be used to characterize the degree of demand of users (eg, consumers and/or developers) for the operation information and running performance information of the target program.
在本实施例中，可以通过操作信息和运行性能信息体现目标程序的质量。In this embodiment, the quality of the target program can be reflected through operation information and running performance information.
步骤203，根据目标需求信息，确定操作信息和运行性能信息对应的权重。Step 203: Determine the weight corresponding to the operation information and the operating performance information based on the target demand information.
在本实施例中，上述执行主体可以根据目标需求信息，确定操作信息和运行性能信息对应的权重。上述权重可以用于表征对目标程序的操作信息和运行性能信息的需求程度，例如，对操作信息对应的评估系数需要高于第一阈值，且对运行性能信息对应的评估系数需要超过第二阈值。上述第一阈值和第二阈值均可通过评估程序的精度进行设置或由人工设定。In this embodiment, the above-mentioned execution subject can determine the weight corresponding to the operation information and the operating performance information according to the target demand information. The above weights can be used to represent the degree of demand for the operation information and running performance information of the target program. For example, the evaluation coefficient corresponding to the operation information needs to be higher than the first threshold, and the evaluation coefficient corresponding to the running performance information needs to exceed the second threshold. . Both the above-mentioned first threshold and the second threshold can be set by evaluating the accuracy of the program or set manually.
在一个示例中，上述目标需求信息可以包括对操作信息和运行性能信息对应的权重的需求信息。In one example, the target demand information may include demand information on weights corresponding to operation information and operating performance information.
在这里，根据目标需求信息，确定操作信息和运行性能信息对应的权重，可以包括：根据目标需求信息中对操作信息和运行性能信息对应的权重的需求信息，确定操作信息和运行性能信息对应的权重。Here, determining the weight corresponding to the operation information and the operation performance information according to the target demand information may include: determining the weight corresponding to the operation information and the operation performance information according to the demand information in the target demand information for the corresponding weight of the operation information and the operation performance information. Weights.
在一个示例中，上述目标需求信息可以包括目标操作信息、目标运行性能信息，以及目标操作信息和目标运行性能信息对应的权重。In one example, the target requirement information may include target operation information, target operation performance information, and weights corresponding to the target operation information and target operation performance information.
在这里，根据目标需求信息，确定操作信息和运行性能信息对应的权重，可以包括：先将操作信息和运行性能信息与目标需求信息中的目标操作信息和目标运行性能信息分别进行匹配；在匹配之后，将目标需求信息中目标操作信息和目标运行性能信息对应的权重，确定为操作信息和运行性能信息对应的权重。其中，匹配可以为目标操作信息与操作信息相同，目标运行性能信息与运行性能信息相同；或目标操作信息与操作信息之间满足预设的相似度阈值，目标运行性能信息与运行性能信息之间满足预设的相似度阈值。该相似度阈值可以根据评估程序的精度进行设定或由人工设定。Here, determining the weight corresponding to the operation information and the operation performance information according to the target demand information may include: first matching the operation information and the operation performance information with the target operation information and the target operation performance information in the target demand information; after matching After that, the weight corresponding to the target operation information and the target operation performance information in the target demand information is determined as the weight corresponding to the operation information and the operation performance information. Among them, the matching can be that the target operation information is the same as the operation information, and the target operation performance information is the same as the operation performance information; or the target operation information and the operation information satisfy the preset similarity threshold, and the target operation performance information and the operation performance information are the same. Meet the preset similarity threshold. The similarity threshold can be set according to the accuracy of the evaluation program or set manually.
需要说明的是，目标需求信息可以为存储目标操作信息与权重，以及目标运行性能信息与权重的需求表。在确定操作信息和运行性能信息对应的权重之前，可以先建立该需求表，以备后续确定操作信息和运行性能信息对应的权重。It should be noted that the target demand information can be a demand table that stores target operation information and weights, as well as target operation performance information and weights. Before determining the weight corresponding to the operation information and the operation performance information, the demand table can be established first to prepare for the subsequent determination of the weight corresponding to the operation information and the operation performance information.
步骤204，根据操作信息对应的评估系数和权重，以及运行性能信息对应的评估系数和权重，确定目标程序的评估结果。Step 204: Determine the evaluation result of the target program based on the evaluation coefficient and weight corresponding to the operation information and the evaluation coefficient and weight corresponding to the operating performance information.
在本实施例中，上述执行主体可以先获取操作信息对应的评估系数和运行性能信息对应的评估系数；之后，根据操作信息对应的评估系数和权重，以及运行性能信息对应的评估系数和权重，以得到目标程序的评估结果。上述评估系数可以用于衡量操作信息或运行性能信息对目标程序的质量的影响系数。In this embodiment, the above-mentioned execution subject can first obtain the evaluation coefficient corresponding to the operation information and the evaluation coefficient corresponding to the running performance information; and then, based on the evaluation coefficient and weight corresponding to the operation information and the evaluation coefficient and weight corresponding to the running performance information, To obtain the evaluation results of the target program. The above evaluation coefficient can be used to measure the impact coefficient of operation information or running performance information on the quality of the target program.
在这里，评估结果可以为对目标程序基于操作信息和运行性能信息进行评估的结果，该评估结果可以以级别的方式标记，例如第一级别、第二级别、第三级别，通过级别的高低来衡量目标程序的质量；例如，第一级别的质量优于第二级别。Here, the evaluation result can be the result of evaluating the target program based on the operation information and running performance information. The evaluation result can be marked in a level, such as the first level, the second level, and the third level. The evaluation results are determined by the level. A measure of the quality of the target program; for example, first level quality is better than second level quality.
在一个示例中，可以采用规则引擎，指定对应的规则，以通过该规则实现根据操作信息对应的评估系数和权重，以及运行性能信息对应的评估系数和权重，得到目标程序的评估结果。In one example, a rule engine can be used to specify corresponding rules, so that the evaluation coefficients and weights corresponding to the operation information and the evaluation coefficients and weights corresponding to the running performance information can be implemented through the rules to obtain the evaluation results of the target program.
对应地，在该示例中，可以通过加权求和；或根据操作信息对应的评估系数和权重，以及运行性能信息对应的评估系数和权重的和，与权重的和的比值，得到目标程序的评估结果。Correspondingly, in this example, the evaluation of the target program can be obtained through weighted summation; or based on the ratio of the sum of the evaluation coefficients and weights corresponding to the operation information and the sum of the evaluation coefficients and weights corresponding to the operating performance information to the sum of the weights, the evaluation of the target program can be obtained result.
对应地，在该示例中，可以采用drools(JBoss Rules)或Roolie规则引擎框架，构建规则引擎，通过决策表的方式，得到目标程序的评估结果。Correspondingly, in this example, you can use drools (JBoss Rules) or Roolie rule engine framework to build a rule engine, and obtain the evaluation results of the target program through a decision table.
本公开实施例提供的程序评估方法，首先获取针对目标程序的操作信息和运行性能信息；然后根据操作信息和/或运行性能信息，确定针对目标程序的目标需求信息，其中，目标需求信息用于表征对操作信息和运行性能信息的需求程度；然后根据目标需求信息，确定操作信息和运行性能信息对应的权重；最后根据操作信息对应的评估系数和权重，以及运行性能信息对应的评估系数和权重，确定目标程序对应的评估结果。能够根据操作信息和/或运行性能信息确定的针对目标程序的需求信息，实现对操作信息和运行性能信息对应的权重确定；从而可以根据操作信息对应的评估系数和权重，以及运行性能信息对应的评估系数和权重，实现对目标程序的评估结果的确定，从而提高了确定目标程序的评估结果的准确性。The program evaluation method provided by the embodiment of the present disclosure first obtains the operation information and running performance information for the target program; and then determines the target demand information for the target program based on the operation information and/or running performance information, where the target demand information is used for Characterize the degree of demand for operation information and operation performance information; then determine the weight corresponding to the operation information and operation performance information according to the target demand information; finally, according to the evaluation coefficient and weight corresponding to the operation information, and the evaluation coefficient and weight corresponding to the operation performance information , determine the evaluation results corresponding to the target program. It is possible to determine the weight corresponding to the operation information and the operation performance information based on the demand information for the target program determined by the operation information and/or the operation performance information; thus, the evaluation coefficient and weight corresponding to the operation information and the operation performance information can be determined. Evaluation coefficients and weights are used to determine the evaluation results of the target program, thereby improving the accuracy of determining the evaluation results of the target program.
进一步参考图3，图3示出了根据本公开的一种程序评估方法的一个实施例的流程300。该程序评估方法可以包括以下步骤：With further reference to FIG. 3, FIG. 3 illustrates a process 300 of one embodiment of a program evaluation method according to the present disclosure. The program evaluation approach may include the following steps:
步骤301，获取针对目标程序的操作信息和运行性能信息。Step 301: Obtain operation information and running performance information for the target program.
步骤302，将操作信息和/或运行性能信息与预设的需求信息集合进行匹配，得到匹配结果。Step 302: Match the operation information and/or operating performance information with a preset demand information set to obtain a matching result.
在本实施例中，程序评估方法的执行主体(例如图1所示的服务器105)可以先获取预设的需求信息集合；之后，将运行性能信息和操作信息分别与预设的需求信息集合中的需求信息进行匹配，得到匹配结果。上述预设的需求信息集合可以为预先采集的需求信息所组成的集合，在获取该需求信息集合之后，还需要预先建立需求信息集合中需求信息与运行性能信息，以及操作信息之间的映射关系。In this embodiment, the execution subject of the program evaluation method (such as the server 105 shown in Figure 1) can first obtain a preset demand information set; then, the running performance information and operation information are combined with the preset demand information set respectively. The demand information is matched and the matching results are obtained. The above-mentioned preset demand information set can be a collection of pre-collected demand information. After obtaining the demand information set, it is also necessary to pre-establish a mapping relationship between the demand information, operating performance information, and operation information in the demand information set. .
在本实施例中，上述执行主体可以先将运行性能信息与预设的需求信息集合进行匹配，以得到初始匹配结果；如果初始匹配结果的数量为一个时，则将该初始匹配结果对应的需求信息确定为目标需求信息；如果，初始匹配结果的数量为多个时，可以再基于操作信息与初始匹配结果进行匹配，以得到最终的匹配结果；之后，将该最终的匹配结果对应的需求信息确定为目标需求信息。In this embodiment, the above execution subject can first match the operating performance information with the preset demand information set to obtain the initial matching result; if the number of initial matching results is one, then the demand corresponding to the initial matching result The information is determined as target demand information; if the number of initial matching results is multiple, the initial matching results can be matched based on the operation information to obtain the final matching result; then, the demand information corresponding to the final matching result Determine the target demand information.
需要说明的是，可以先将操作信息与预设的需求信息集合中的需求信息进行匹配；在初始匹配结果的数量为多个时，再基于运行性能信息与初始匹配结果进行匹配，以得到最终的匹配结果；之后，将该最终的匹配结果对应的需求信息确定为目标需求信息。It should be noted that the operation information can be matched with the demand information in the preset demand information set first; when the number of initial matching results is multiple, the operation performance information and the initial matching results can then be matched to obtain the final the matching result; then, the demand information corresponding to the final matching result is determined as the target demand information.
步骤303，根据匹配结果，确定目标需求信息，其中，目标需求信息用于表征对操作信息和运行性能信息的需求程度。Step 303: Determine target demand information based on the matching results, where the target demand information is used to represent the degree of demand for operation information and operating performance information.
在本实施例中，上述执行主体可以根据步骤303所确定的匹配结果，确定对应的目标需求信息；如果，匹配结果为预设的需求信息集合中包括与操作信息对应的需求信息，则将与操作信息对应的需求信息确定为目标需求信息；如果，匹配结果为预设的需求信息集合中包括与运行性能信息对应的需求信息，则将与运行性能信息对应的需求信息确定为目标需求信息。In this embodiment, the above-mentioned execution subject can determine the corresponding target demand information based on the matching result determined in step 303; if the matching result is that the preset demand information set includes demand information corresponding to the operation information, then the matching result will be The demand information corresponding to the operation information is determined as the target demand information; if the matching result is that the preset demand information set includes demand information corresponding to the operation performance information, then the demand information corresponding to the operation performance information is determined as the target demand information.
步骤304，根据目标需求信息，确定操作信息和运行性能信息对应的权重。Step 304: Determine the weight corresponding to the operation information and the operating performance information based on the target demand information.
步骤305，根据操作信息对应的评估系数和权重，以及运行性能信息对应的评估系数和权重，确定目标程序对应的评估结果。Step 305: Determine the evaluation result corresponding to the target program based on the evaluation coefficient and weight corresponding to the operation information and the evaluation coefficient and weight corresponding to the operating performance information.
在本实施例中，步骤301、304、305的具体操作分别已在图2所示的实施例中步骤201、203、204进行了详细的介绍，在此不再赘述。In this embodiment, the specific operations of steps 301, 304, and 305 have been introduced in detail in steps 201, 203, and 204 respectively in the embodiment shown in FIG. 2, and will not be described again here.
从图3中可以看出，与图2对应的实施例相比，本实施例中的程序评估方法突出了确定目标需求信息的步骤。由此，本实施例描述的方案先将操作信息和/或运行性能信息与预设的需求信息集合进行匹配，得到匹配结果；之后，根据匹配结果，可以得到目标需求信息。能够基于操作信息和/或运行性能信息从预设的需求信息集合中确定目标需求信息。As can be seen from Figure 3, compared with the embodiment corresponding to Figure 2, the program evaluation method in this embodiment highlights the steps of determining target requirement information. Therefore, the solution described in this embodiment first matches the operation information and/or operating performance information with the preset demand information set to obtain the matching result; and then, based on the matching result, the target demand information can be obtained. Target demand information can be determined from a preset demand information set based on operational information and/or operational performance information.
在本实施例的一些可选的实现方式中，根据匹配结果，确定目标需求信息，可以包括：响应于匹配结果为预设的需求信息集合中包括与操作信息匹配的第一需求信息，将第一需求信息确定为目标需求信息；响应于匹配结果为预设的需求信息集合中包括与运行性能信息匹配的第二需求信息，将第二需求信息确定为目标需求信息；响应于匹配结果为预设的需求信息集合中包括与操作信息和运行性能信息匹配的第三需求信息，将第三需求信息确定为目标需求信息。In some optional implementations of this embodiment, determining the target demand information according to the matching result may include: in response to the matching result being that the preset demand information set includes the first demand information that matches the operation information, adding the first demand information that matches the operation information. The first demand information is determined as the target demand information; in response to the matching result being that the preset demand information set includes the second demand information that matches the operating performance information, the second demand information is determined as the target demand information; in response to the matching result being the preset demand information It is assumed that the demand information set includes third demand information that matches the operation information and operating performance information, and the third demand information is determined as the target demand information.
在本实现方式中，上述执行主体可以预先建立第一需求信息与操作信息之间的对应关系；或，第二需求信息与运行性能信息之间的对应关系；或，第三需求信息与操作信息和运行性能信息之间的对应关系。上述匹配可以为相似度满足预设相似度阈值；或相同。其中，预设相似度阈值可以由评估目标程序的精度所确定或由人工设定。In this implementation, the above-mentioned execution subject can pre-establish the corresponding relationship between the first demand information and the operation information; or the corresponding relationship between the second demand information and the operating performance information; or the third demand information and the operation information. and the corresponding relationship between operating performance information. The above matching can be that the similarity meets a preset similarity threshold; or is the same. The preset similarity threshold can be determined by evaluating the accuracy of the target program or set manually.
在本实现方式中，可以通过预设的需求信息集合中需求信息与操作信息和/或运行性能信息之间的匹配结果，来实现对目标需求信息的确定。In this implementation, the target demand information can be determined through the matching result between the demand information and the operation information and/or the operating performance information in the preset demand information set.
进一步参考图4，图4示出了根据本公开的一种程序评估方法的一个实施例的流程400。该程序评估方法可以包括以下步骤：With further reference to Figure 4, Figure 4 illustrates a process 400 of one embodiment of a program evaluation method in accordance with the present disclosure. The program evaluation approach may include the following steps:
步骤401，获取针对目标程序的操作信息和运行性能信息。Step 401: Obtain operation information and running performance information for the target program.
步骤402，根据操作信息和/或运行性能信息，确定针对目标程序的目标需求信息，其中，目标需求信息用于表征对操作信息和运行性能信息的需求程度。Step 402: Determine target demand information for the target program based on the operation information and/or running performance information, where the target demand information is used to represent the degree of demand for the operation information and running performance information.
步骤403，根据预先训练的树模型，确定操作信息对应的评估系数。Step 403: Determine the evaluation coefficient corresponding to the operation information based on the pre-trained tree model.
在本实施例中，程序评估方法的执行主体(例如图1所示的服务器105)可以将操作信息输入预先训练的树模型中，得到操作信息对应的评估系数。In this embodiment, the execution subject of the program evaluation method (for example, the server 105 shown in FIG. 1 ) can input the operation information into the pre-trained tree model to obtain the evaluation coefficient corresponding to the operation information.
在这里，上述的树模型可以基于以下步骤确定：将操作样本信息作为树模型的输入，将评估系数作为树模型的输出，训练机器学习模型，得到树模型。Here, the above-mentioned tree model can be determined based on the following steps: use the operation sample information as the input of the tree model, use the evaluation coefficient as the output of the tree model, train the machine learning model, and obtain the tree model.
具体地，在得到操作样本信息和对应的评估系数后，可以利用操作样本信息和对应的评估系数训练机器学习模型，得到树模型。在训练时，执行主体可以将操作样本信息作为树模型的输入，将所输入对应的评估系数，作为树模型的期望输出，得到标签生成模型。上述机器学习模型可以为现有技术或未来发展技术中的概率模型、分类模型或者其他分类器等，例如，机器学习模型可以包括以下任意一项：随机森林模型、决策树模型、回归树、分类树等。Specifically, after obtaining the operation sample information and the corresponding evaluation coefficient, the machine learning model can be trained using the operation sample information and the corresponding evaluation coefficient to obtain a tree model. During training, the execution subject can use the operation sample information as the input of the tree model, and use the input corresponding evaluation coefficient as the expected output of the tree model to obtain the label generation model. The above machine learning model can be a probability model, classification model or other classifier in existing technology or future development technology. For example, the machine learning model can include any of the following: random forest model, decision tree model, regression tree, classification Tree etc.
在一个示例中，通过对目标程序的操作信息进行特征提取，并对该操作信息设置标签(即，评估系数)，生成训练样本；并基于该训练样本进行训练，以得到树模型。In one example, a training sample is generated by performing feature extraction on the operation information of the target program and setting a label (ie, evaluation coefficient) on the operation information; and training is performed based on the training sample to obtain a tree model.
上述操作信息可以包括以下至少一项：目标程序的知名度、目标程序中的文章阅读数、目标程序中的文章收藏数、目标程序中有点展统一资源定位符(Uniform ResourceLocator，URL)的数量、同名目标程序的搜索次数等。The above operation information may include at least one of the following: the popularity of the target program, the number of article reads in the target program, the number of article collections in the target program, the number of Uniform Resource Locators (URLs) in the target program, the number of URLs with the same name The number of searches for the target program, etc.
需要说明的是，可以根据针对操作信息中的至少一项对应的评估系数和对应的权重，以实现对操作信息的评估系数的确定。It should be noted that the evaluation coefficient of the operation information can be determined based on the evaluation coefficient and the corresponding weight corresponding to at least one item of the operation information.
在一个示例中，目标需要信息还可以用于表征对目标程序的知名度、目标程序中的文章阅读数、目标程序中的文章收藏数、目标程序中有点展统一资源定位符(UniformResource Locator，URL)的数量、同名目标程序的搜索次数的需求程度，从而可以根据目标需求信息对操作信息的需求程度确定对应的权重。In one example, the target requirement information can also be used to represent the popularity of the target program, the number of articles read in the target program, the number of article collections in the target program, and the uniform resource locator (UniformResource Locator, URL) in the target program. The number and the degree of demand for the number of searches for the target program with the same name, so that the corresponding weight can be determined based on the degree of demand for operation information from the target demand information.
步骤404，根据目标需求信息，确定操作信息和运行性能信息对应的权重。Step 404: Determine the weight corresponding to the operation information and the operating performance information based on the target demand information.
步骤405，根据操作信息对应的评估系数和权重，以及运行性能信息对应的评估系数和权重，确定目标程序的评估结果。Step 405: Determine the evaluation result of the target program based on the evaluation coefficient and weight corresponding to the operation information and the evaluation coefficient and weight corresponding to the operating performance information.
需要说明的是，步骤403和404的执行顺序可以在步骤405之前，且步骤401之后的任意位置；例如，在步骤402之前执行；或与步骤402同时执行；或步骤403与步骤404同时执行。It should be noted that the execution order of steps 403 and 404 can be anywhere between step 405 and step 401; for example, before step 402; or simultaneously with step 402; or step 403 and step 404 simultaneously.
在本实施例中，步骤401、402、404、405的具体操作分别已在图2所示的实施例中步骤201、202、203、204进行了详细的介绍，在此不再赘述。In this embodiment, the specific operations of steps 401, 402, 404, and 405 have been introduced in detail in steps 201, 202, 203, and 204 respectively in the embodiment shown in FIG. 2, and will not be described again here.
从图4中可以看出，与图2对应的实施例相比，本实施例中的程序评估方法突出了确定操作信息对应的评估系数的步骤。由此，本实施例描述的方案通过树模型实现对操作信息的评估系数的确定。能够基树模型实现对操作信息对应的评估系数的准确确定。As can be seen from Figure 4, compared with the embodiment corresponding to Figure 2, the program evaluation method in this embodiment highlights the step of determining the evaluation coefficient corresponding to the operation information. Therefore, the solution described in this embodiment realizes the determination of the evaluation coefficient of the operation information through the tree model. The tree model can be used to accurately determine the evaluation coefficient corresponding to the operation information.
进一步参考图5，图5示出了根据本公开的一种程序评估方法的一个实施例的流程500。该程序评估方法可以包括以下步骤：With further reference to Figure 5, Figure 5 illustrates a process 500 of one embodiment of a program evaluation method according to the present disclosure. The program evaluation approach may include the following steps:
步骤501，获取针对目标程序的操作信息和运行性能信息。Step 501: Obtain operation information and running performance information for the target program.
步骤502，根据操作信息和/或运行性能信息，确定针对目标程序的目标需求信息，其中，目标需求信息用于表征对操作信息和运行性能信息的需求程度。Step 502: Determine target demand information for the target program based on the operation information and/or running performance information, where the target demand information is used to represent the degree of demand for the operation information and running performance information.
步骤503，根据性能信息对应的评估系数和权重、违规信息对应的评估系数和权重，以及任务信息对应的评估系数和权重，确定运行性能信息对应的评估系数。Step 503: Determine the evaluation coefficient corresponding to the operating performance information based on the evaluation coefficient and weight corresponding to the performance information, the evaluation coefficient and weight corresponding to the violation information, and the evaluation coefficient and weight corresponding to the task information.
在本实施例中，程序评估方法的执行主体(例如图1所示的服务器105)可以根据运行性能信息包括的性能信息、任务信息和违规信息对应的评估信息和权重，确定运行性能信息对应的评估系数。In this embodiment, the execution subject of the program evaluation method (for example, the server 105 shown in Figure 1) can determine the evaluation information and weight corresponding to the performance information, task information and violation information included in the running performance information, and determine the corresponding value of the running performance information. Evaluation coefficient.
需要说明的是，运行性能信息包括但不限于性能信息、任务信息和违规信息。可以基于以下步骤确定该信息对应的评估系数。It should be noted that running performance information includes but is not limited to performance information, task information and violation information. The evaluation coefficient corresponding to this information can be determined based on the following steps.
其中，总评估次数为运行性能信息对应的评估系数，A评估系数为性能信息、任务信息和违规信息分别对应的评估系数，n为性能信息、任务信息和违规信息。Among them, the total number of evaluations is the evaluation coefficient corresponding to the running performance information, the A evaluation coefficient is the evaluation coefficient corresponding to the performance information, task information and violation information respectively, and n is the performance information, task information and violation information.
在运行性能信息中增加新的信息时，可以将n和新的信息的评估系数和权重进行调整，就可以得到此时运行性能信息对应的评估系数。When new information is added to the running performance information, n and the evaluation coefficient and weight of the new information can be adjusted to obtain the evaluation coefficient corresponding to the running performance information at this time.
需要说明的是，针对性能信息、任务信息和违规信息，可以根据目标需求信息，对性能信息、任务信息和违规信息对应的权重进行调整，从而可以得到符合业务需求的评估系数。It should be noted that for performance information, task information and violation information, the weights corresponding to the performance information, task information and violation information can be adjusted according to the target demand information, so that an evaluation coefficient that meets business needs can be obtained.
在本实施例中，目标需求信息还可以用于表征性能信息、违规信息和任务信息对应的需求程度。可选的，可以根据目标需求信息确定性能信息、违规信息和任务信息对应的权重。In this embodiment, the target demand information can also be used to characterize the demand level corresponding to performance information, violation information, and task information. Optionally, the weights corresponding to the performance information, violation information and task information can be determined based on the target requirement information.
步骤504，根据目标需求信息，确定操作信息和运行性能信息对应的权重。Step 504: Determine the weight corresponding to the operation information and the operating performance information based on the target demand information.
步骤505，根据操作信息对应的评估系数和权重，以及运行性能信息对应的评估系数和权重，确定目标程序的评估结果。Step 505: Determine the evaluation result of the target program based on the evaluation coefficient and weight corresponding to the operation information and the evaluation coefficient and weight corresponding to the operating performance information.
需要说明的是，步骤503和504的执行顺序可以在步骤505之前，且在步骤501之后的任意位置，例如，在步骤502之前执行；或与步骤502同时执行；或步骤503与步骤504同时执行。It should be noted that the execution order of steps 503 and 504 can be before step 505 and at any position after step 501, for example, before step 502; or at the same time with step 502; or at the same time with step 503 and step 504. .
在本实施例中，步骤501、502、504、505的具体操作分别已在图2所示的实施例中步骤201、202、203、204进行了详细的介绍，在此不再赘述。In this embodiment, the specific operations of steps 501, 502, 504, and 505 have been introduced in detail in steps 201, 202, 203, and 204 respectively in the embodiment shown in FIG. 2, and will not be described again here.
从图5中可以看出，与图2对应的实施例相比，本实施例中的程序评估方法突出了确定运行性能信息对应的评估系数的步骤。由此，本实施例描述的方案根据性能信息对应的评估系数和权重、违规信息对应的评估系数和权重，以及违规信息对应的评估系数和权重，确定运行性能信息对应的评估系数。能够基于性能信息、违规信息、违规信息对应的评估系数和权重，从维度角度实现对运行性能信息对应的评估系数的确定。As can be seen from Figure 5, compared with the embodiment corresponding to Figure 2, the program evaluation method in this embodiment highlights the step of determining the evaluation coefficient corresponding to the operating performance information. Therefore, the solution described in this embodiment determines the evaluation coefficient corresponding to the operating performance information based on the evaluation coefficient and weight corresponding to the performance information, the evaluation coefficient and weight corresponding to the violation information, and the evaluation coefficient and weight corresponding to the violation information. Based on the performance information, violation information, and evaluation coefficients and weights corresponding to the violation information, the evaluation coefficient corresponding to the operating performance information can be determined from a dimensional perspective.
在本实施例的一些可选的实现方式中，运行性能信息包括以下至少一项：性能信息、违规信息、任务信息。In some optional implementations of this embodiment, the running performance information includes at least one of the following: performance information, violation information, and task information.
在本实现方式中，基于性能信息、违规信息和任务信息中的至少一项，实现对运行性能信息对应的评估系数的确定。In this implementation, the evaluation coefficient corresponding to the operating performance information is determined based on at least one of the performance information, violation information, and task information.
在本实施例的一些可选的实现方式中，性能信息包括以下至少一项：目标程序的目标界面的类型是否为预设类型、预设类型的界面在目标程序中所有界面的占比、上屏时长、目标程序白屏率；In some optional implementations of this embodiment, the performance information includes at least one of the following: whether the type of the target interface of the target program is a preset type, the proportion of the preset type of interfaces in all interfaces in the target program, Screen duration, target program white screen rate;
违规信息对应的评估系数为违规信息的违规类型对应的评估系数；The evaluation coefficient corresponding to the violation information is the evaluation coefficient corresponding to the violation type of the violation information;
任务信息对应的评估系数为基于目标程序中已执行的任务对应的评估系数所确定。The evaluation coefficient corresponding to the task information is determined based on the evaluation coefficient corresponding to the executed task in the target program.
在本实现方式中，上述预设类型可以为HTML5(h5)。上述目标页面可以为首页。In this implementation, the above-mentioned preset type may be HTML5 (h5). The above target page can be the home page.
在一个示例中，性能信息对应的评估系数＝(首页是否h5对应的评估系数*权重+h5页面占比对应的评估系数*权重+上屏时长对应的评估系数*权重+白屏率对应的评估系数*权重+http错误率得分*权重)/(首页是否h5占比权重+h5页面占比权重+上屏时长权重+白屏率权重+http错误率权重)。In one example, the evaluation coefficient corresponding to the performance information = (the evaluation coefficient corresponding to whether the homepage is h5 * weight + the evaluation coefficient corresponding to the h5 page proportion * weight + the evaluation coefficient corresponding to the screen duration * weight + the evaluation corresponding to the white screen rate Coefficient * weight + http error rate score * weight) / (whether the homepage is h5 proportion weight + h5 page proportion weight + screen duration weight + white screen rate weight + http error rate weight).
对应地，在该示例中，违规信息可以为违反程序平台的规则所产生的信息。Correspondingly, in this example, the violation information may be information generated by violating the rules of the program platform.
在一个示例中，按照违规信息中的以下至少一项：按照违规性质、违反规范类型、影响严重程度，对违规信息进行划分。例如，划分为五类违规类型：红线违规、严重违规、较重违规、一般违规和功能违规。其中，每种违规类型可以根据评估程序的精度或人工设置其的评估系数。In one example, the violation information is divided according to at least one of the following in the violation information: violation nature, violation type, and impact severity. For example, there are five types of violations: red line violations, serious violations, serious violations, general violations and functional violations. Among them, each violation type can have its evaluation coefficient set based on the accuracy of the evaluation program or manually.
在一个示例中，任务信息对应的评估系数可以基于开发者对程序完成的配置，来确定其的评估系数；例如，完成提交素材，得到对应的评估系数。In one example, the evaluation coefficient corresponding to the task information can be determined based on the developer's configuration of the program; for example, after completing the submission of materials, the corresponding evaluation coefficient is obtained.
在本实现方式中，可以基于上述方式计算得到任务信息、违规信息、性能信息，从而可以从多维角度实现对运行性能信息对应的评估系数的确定。In this implementation, task information, violation information, and performance information can be calculated based on the above method, so that the evaluation coefficient corresponding to the operating performance information can be determined from a multi-dimensional perspective.
进一步参考图6，作为对上述各图所示方法的实现，本公开提供了一种程序评估装置的一个实施例，该装置实施例与图2所示的方法实施例相对应，该装置具体可以应用于各种电子设备中。With further reference to Figure 6, as an implementation of the methods shown in the above figures, the present disclosure provides an embodiment of a program evaluation device. The device embodiment corresponds to the method embodiment shown in Figure 2. The device can specifically Used in various electronic equipment.
如图6所示，本实施例的程序评估装置600可以包括：信息获取模块601、需求确定模块602、权重确定模块603和结果确定模块604。其中，信息获取模块601，被配置成获取针对目标程序的操作信息和运行性能信息，其中，目标需求信息用于表征对操作信息和运行性能信息的需求程度；需求确定模块602，被配置成根据操作信息和/或运行性能信息，确定针对目标程序的目标需求信息；权重确定模块603，被配置成根据目标需求信息，确定操作信息和运行性能信息对应的权重；结果确定模块604，被配置成根据操作信息对应的评估系数和权重，以及运行性能信息对应的评估系数和权重，确定目标程序对应的评估结果。As shown in FIG. 6 , the program evaluation device 600 of this embodiment may include: an information acquisition module 601 , a demand determination module 602 , a weight determination module 603 and a result determination module 604 . Among them, the information acquisition module 601 is configured to obtain the operation information and running performance information for the target program, where the target demand information is used to represent the degree of demand for the operation information and running performance information; the demand determination module 602 is configured to obtain the operation information and running performance information according to The operation information and/or the operation performance information determine the target demand information for the target program; the weight determination module 603 is configured to determine the weight corresponding to the operation information and the operation performance information according to the target demand information; the result determination module 604 is configured to Based on the evaluation coefficients and weights corresponding to the operation information and the evaluation coefficients and weights corresponding to the operating performance information, the evaluation results corresponding to the target program are determined.
在本实施例中，程序评估装置600中：信息获取模块601、需求确定模块602、权重确定模块603和结果确定模块604的具体处理及其所带来的技术效果可分别参考图2对应实施例中的步骤201-204的相关说明，在此不再赘述。In this embodiment, in the program evaluation device 600: the specific processing of the information acquisition module 601, the demand determination module 602, the weight determination module 603 and the result determination module 604 and the technical effects thereof can be referred to the corresponding embodiment of Figure 2 respectively. The relevant descriptions of steps 201-204 will not be repeated here.
在本实施例的一些可选的实现方式中，需求确定模块602，包括：结果匹配单元，被配置成将操作信息和/或运行性能信息与预设的需求信息集合进行匹配，得到匹配结果；需求确定单元，被配置成根据匹配结果，确定目标需求信息。In some optional implementations of this embodiment, the demand determination module 602 includes: a result matching unit configured to match operation information and/or operating performance information with a preset demand information set to obtain a matching result; The demand determination unit is configured to determine target demand information based on the matching results.
在本实施例的一些可选的实现方式中，需求确定单元，进一步被配置成：响应于匹配结果为预设的需求信息集合中包括与操作信息匹配的第一需求信息，将第一需求信息确定为目标需求信息；响应于匹配结果为预设的需求信息集合中包括与运行性能信息匹配的第二需求信息，将第二需求信息确定为目标需求信息；响应于匹配结果为预设的需求信息集合中包括与操作信息和运行性能信息匹配的第三需求信息，将第三需求信息确定为目标需求信息。In some optional implementations of this embodiment, the demand determination unit is further configured to: in response to the matching result being that the preset demand information set includes the first demand information that matches the operation information, convert the first demand information into determined as the target demand information; in response to the matching result being that the preset demand information set includes second demand information that matches the operating performance information, determining the second demand information as the target demand information; in response to the matching result being the preset demand The information set includes third demand information that matches the operation information and operating performance information, and the third demand information is determined as the target demand information.
在本实施例的一些可选的实现方式中，该程序评估装置600还包括：第一确定模块，被配置成根据预先训练的树模型，确定操作信息对应的评估系数。In some optional implementations of this embodiment, the program evaluation device 600 further includes: a first determination module configured to determine the evaluation coefficient corresponding to the operation information based on the pre-trained tree model.
在本实施例的一些可选的实现方式中，运行性能信息包括以下至少一项：性能信息、违规信息、任务信息。In some optional implementations of this embodiment, the running performance information includes at least one of the following: performance information, violation information, and task information.
在本实施例的一些可选的实现方式中，若运行性能信息包括性能信息、违规信息和任务信息；以及In some optional implementations of this embodiment, if the running performance information includes performance information, violation information and task information; and
该程序评估装置600还包括：第二确定模块，被配置成根据性能信息对应的评估系数和权重、违规信息对应的评估系数和权重，以及任务信息对应的评估系数和权重，确定运行性能信息对应的评估系数。The program evaluation device 600 also includes: a second determination module configured to determine the evaluation coefficient and weight corresponding to the running performance information based on the evaluation coefficient and weight corresponding to the performance information, the evaluation coefficient and weight corresponding to the violation information, and the evaluation coefficient and weight corresponding to the task information. evaluation coefficient.
在本实施例的一些可选的实现方式中，性能信息包括以下至少一项：目标程序的目标界面的类型是否为预设类型、预设类型的界面在目标程序中所有界面的占比、上屏时长、目标程序白屏率；违规信息对应的评估系数为违规信息的违规类型对应的评估系数；任务信息对应的评估系数为基于目标程序中已执行的任务对应的评估系数所确定。In some optional implementations of this embodiment, the performance information includes at least one of the following: whether the type of the target interface of the target program is a preset type, the proportion of the preset type of interfaces in all interfaces in the target program, The screen duration and the white screen rate of the target program; the evaluation coefficient corresponding to the violation information is the evaluation coefficient corresponding to the violation type of the violation information; the evaluation coefficient corresponding to the task information is determined based on the evaluation coefficient corresponding to the tasks that have been executed in the target program.
根据本公开的实施例，本公开还提供了一种电子设备、一种可读存储介质和一种计算机程序产品。According to embodiments of the present disclosure, the present disclosure also provides an electronic device, a readable storage medium, and a computer program product.
图7示出了可以用来实施本公开的实施例的示例电子设备700的示意性框图。电子设备旨在表示各种形式的数字计算机，诸如，膝上型计算机、台式计算机、工作台、个人数字助理、服务器、刀片式服务器、大型计算机、和其它适合的计算机。电子设备还可以表示各种形式的移动装置，诸如，个人数字处理、蜂窝电话、智能电话、可穿戴设备和其它类似的计算装置。本文所示的部件、它们的连接和关系、以及它们的功能仅仅作为示例，并且不意在限制本文中描述的和/或者要求的本公开的实现。7 illustrates a schematic block diagram of an example electronic device 700 that may be used to implement embodiments of the present disclosure. Electronic devices are intended to refer to various forms of digital computers, such as laptop computers, desktop computers, workstations, personal digital assistants, servers, blade servers, mainframe computers, and other suitable computers. Electronic devices may also represent various forms of mobile devices, such as personal digital assistants, cellular phones, smart phones, wearable devices, and other similar computing devices. The components shown herein, their connections and relationships, and their functions are examples only and are not intended to limit implementations of the disclosure described and/or claimed herein.
如图7所示，设备700包括计算单元701，其可以根据存储在只读存储器(ROM)702中的计算机程序或者从存储单元708加载到随机访问存储器(RAM)703中的计算机程序，来执行各种适当的动作和处理。在RAM 703中，还可存储设备700操作所需的各种程序和数据。计算单元701、ROM 702以及RAM 703通过总线704彼此相连。输入/输出(I/O)接口705也连接至总线704。As shown in FIG. 7 , the device 700 includes a computing unit 701 that can execute according to a computer program stored in a read-only memory (ROM) 702 or loaded from a storage unit 708 into a random access memory (RAM) 703 Various appropriate actions and treatments. In the RAM 703, various programs and data required for the operation of the device 700 may also be stored. Computing unit 701, ROM 702 and RAM 703 are connected to each other via bus 704. An input/output (I/O) interface 705 is also connected to bus 704.
设备700中的多个部件连接至I/O接口705，包括：输入单元706，例如键盘、鼠标等；输出单元707，例如各种类型的显示器、扬声器等；存储单元708，例如磁盘、光盘等；以及通信单元709，例如网卡、调制解调器、无线通信收发机等。通信单元709允许设备700通过诸如因特网的计算机网络和/或各种电信网络与其他设备交换信息/数据。Multiple components in the device 700 are connected to the I/O interface 705, including: an input unit 706, such as a keyboard, a mouse, etc.; an output unit 707, such as various types of displays, speakers, etc.; a storage unit 708, such as a magnetic disk, optical disk, etc. ; and communication unit 709, such as a network card, modem, wireless communication transceiver, etc. The communication unit 709 allows the device 700 to exchange information/data with other devices through computer networks such as the Internet and/or various telecommunications networks.
计算单元701可以是各种具有处理和计算能力的通用和/或专用处理组件。计算单元701的一些示例包括但不限于中央处理单元(CPU)、图形处理单元(GPU)、各种专用的人工智能(AI)计算芯片、各种运行机器学习模型算法的计算单元、数字信号处理器(DSP)、以及任何适当的处理器、控制器、微控制器等。计算单元701执行上文所描述的各个方法和处理，例如程序评估方法。例如，在一些实施例中，程序评估方法可被实现为计算机软件程序，其被有形地包含于机器可读介质，例如存储单元708。在一些实施例中，计算机程序的部分或者全部可以经由ROM 702和/或通信单元709而被载入和/或安装到设备700上。当计算机程序加载到RAM 703并由计算单元701执行时，可以执行上文描述的程序评估方法的一个或多个步骤。备选地，在其他实施例中，计算单元701可以通过其他任何适当的方式(例如，借助于固件)而被配置为执行程序评估方法。Computing unit 701 may be a variety of general and/or special purpose processing components having processing and computing capabilities. Some examples of the computing unit 701 include, but are not limited to, a central processing unit (CPU), a graphics processing unit (GPU), various dedicated artificial intelligence (AI) computing chips, various computing units running machine learning model algorithms, digital signal processing processor (DSP), and any appropriate processor, controller, microcontroller, etc. The computing unit 701 performs various methods and processes described above, such as program evaluation methods. For example, in some embodiments, the program evaluation method may be implemented as a computer software program tangibly embodied in a machine-readable medium, such as storage unit 708. In some embodiments, part or all of the computer program may be loaded and/or installed onto device 700 via ROM 702 and/or communication unit 709 . When a computer program is loaded into RAM 703 and executed by computing unit 701, one or more steps of the program evaluation method described above may be performed. Alternatively, in other embodiments, the computing unit 701 may be configured to perform the program evaluation method in any other suitable manner (eg, by means of firmware).
本文中以上描述的系统和技术的各种实施方式可以在数字电子电路系统、集成电路系统、场可编程门阵列(FPGA)、专用集成电路(ASIC)、专用标准产品(ASSP)、芯片上系统的系统(SOC)、负载可编程逻辑设备(CPLD)、计算机硬件、固件、软件、和/或它们的组合中实现。这些各种实施方式可以包括：实施在一个或者多个计算机程序中，该一个或者多个计算机程序可在包括至少一个可编程处理器的可编程系统上执行和/或解释，该可编程处理器可以是专用或者通用可编程处理器，可以从存储系统、至少一个输入装置、和至少一个输出装置接收数据和指令，并且将数据和指令传输至该存储系统、该至少一个输入装置、和该至少一个输出装置。Various implementations of the systems and techniques described above may be implemented in digital electronic circuit systems, integrated circuit systems, field programmable gate arrays (FPGAs), application specific integrated circuits (ASICs), application specific standard products (ASSPs), systems on a chip implemented in a system (SOC), load programmable logic device (CPLD), computer hardware, firmware, software, and/or a combination thereof. These various embodiments may include implementation in one or more computer programs executable and/or interpreted on a programmable system including at least one programmable processor, the programmable processor The processor, which may be a special purpose or general purpose programmable processor, may receive data and instructions from a storage system, at least one input device, and at least one output device, and transmit data and instructions to the storage system, the at least one input device, and the at least one output device. An output device.
用于实施本公开的方法的程序代码可以采用一个或多个编程语言的任何组合来编写。这些程序代码可以提供给通用计算机、专用计算机或其他可编程数据处理装置的处理器或控制器，使得程序代码当由处理器或控制器执行时使流程图和/或框图中所规定的功能/操作被实施。程序代码可以完全在机器上执行、部分地在机器上执行，作为独立软件包部分地在机器上执行且部分地在远程机器上执行或完全在远程机器或服务器上执行。Program code for implementing the methods of the present disclosure may be written in any combination of one or more programming languages. These program codes may be provided to a processor or controller of a general-purpose computer, special-purpose computer, or other programmable data processing device, such that the program codes, when executed by the processor or controller, cause the functions specified in the flowcharts and/or block diagrams/ The operation is implemented. The program code may execute entirely on the machine, partly on the machine, as a stand-alone software package, partly on the machine and partly on a remote machine or entirely on the remote machine or server.
在本公开的上下文中，机器可读介质可以是有形的介质，其可以包含或存储以供指令执行系统、装置或设备使用或与指令执行系统、装置或设备结合地使用的程序。机器可读介质可以是机器可读信号介质或机器可读储存介质。机器可读介质可以包括但不限于电子的、磁性的、光学的、电磁的、红外的、或半导体系统、装置或设备，或者上述内容的任何合适组合。机器可读存储介质的更具体示例会包括基于一个或多个线的电气连接、便携式计算机盘、硬盘、随机存取存储器(RAM)、只读存储器(ROM)、可擦除可编程只读存储器(EPROM或快闪存储器)、光纤、便捷式紧凑盘只读存储器(CD-ROM)、光学储存设备、磁储存设备、或上述内容的任何合适组合。In the context of this disclosure, a machine-readable medium may be a tangible medium that may contain or store a program for use by or in connection with an instruction execution system, apparatus, or device. The machine-readable medium may be a machine-readable signal medium or a machine-readable storage medium. Machine-readable media may include, but are not limited to, electronic, magnetic, optical, electromagnetic, infrared, or semiconductor systems, devices or devices, or any suitable combination of the foregoing. More specific examples of machine-readable storage media would include one or more wire-based electrical connections, laptop disks, hard drives, random access memory (RAM), read only memory (ROM), erasable programmable read only memory (EPROM or flash memory), optical fiber, portable compact disk read-only memory (CD-ROM), optical storage device, magnetic storage device, or any suitable combination of the above.
为了提供与用户的交互，可以在计算机上实施此处描述的系统和技术，该计算机具有：用于向用户显示信息的显示装置(例如，CRT(阴极射线管)或者LCD(液晶显示器)监视器)；以及键盘和指向装置(例如，鼠标或者轨迹球)，用户可以通过该键盘和该指向装置来将输入提供给计算机。其它种类的装置还可以用于提供与用户的交互；例如，提供给用户的反馈可以是任何形式的传感反馈(例如，视觉反馈、听觉反馈、或者触觉反馈)；并且可以用任何形式(包括声输入、语音输入或者、触觉输入)来接收来自用户的输入。To provide interaction with a user, the systems and techniques described herein may be implemented on a computer having a display device (eg, a CRT (cathode ray tube) or LCD (liquid crystal display) monitor) for displaying information to the user ); and a keyboard and pointing device (eg, a mouse or a trackball) through which a user can provide input to the computer. Other kinds of devices may also be used to provide interaction with the user; for example, the feedback provided to the user may be any form of sensory feedback (e.g., visual feedback, auditory feedback, or tactile feedback); and may be provided in any form, including Acoustic input, voice input or tactile input) to receive input from the user.
可以将此处描述的系统和技术实施在包括后台部件的计算系统(例如，作为数据服务器)、或者包括中间件部件的计算系统(例如，应用服务器)、或者包括前端部件的计算系统(例如，具有图形用户界面或者网络浏览器的用户计算机，用户可以通过该图形用户界面或者该网络浏览器来与此处描述的系统和技术的实施方式交互)、或者包括这种后台部件、中间件部件、或者前端部件的任何组合的计算系统中。可以通过任何形式或者介质的数字数据通信(例如，通信网络)来将系统的部件相互连接。通信网络的示例包括：局域网(LAN)、广域网(WAN)和互联网。The systems and techniques described herein may be implemented in a computing system that includes back-end components (e.g., as a data server), or a computing system that includes middleware components (e.g., an application server), or a computing system that includes front-end components (e.g., A user's computer having a graphical user interface or web browser through which the user can interact with implementations of the systems and technologies described herein), or including such backend components, middleware components, or any combination of front-end components in a computing system. The components of the system may be interconnected by any form or medium of digital data communication (eg, a communications network). Examples of communication networks include: local area network (LAN), wide area network (WAN), and the Internet.
计算机系统可以包括客户端和服务器。客户端和服务器一般远离彼此并且通常通过通信网络进行交互。通过在相应的计算机上运行并且彼此具有客户端-服务器关系的计算机程序来产生客户端和服务器的关系。服务器可以是云服务器，也可以为分布式系统的服务器，或者是结合了区块链的服务器。Computer systems may include clients and servers. Clients and servers are generally remote from each other and typically interact over a communications network. The relationship of client and server is created by computer programs running on corresponding computers and having a client-server relationship with each other. The server can be a cloud server, a distributed system server, or a server combined with a blockchain.
人工智能是研究计算机来模拟人的某些思维过程和智能行为(如学习、推理、思考、规划等)的学科，既有硬件层面的技术也有软件层面的技术。人工智能硬件技术一般包括如传感器、专用人工智能芯片、云计算、分布式存储、大数据处理等技术；人工智能软件技术主要包括计算机视觉技术、语音识别技术、自然语音处理技术以及机器学习/深度学习、大数据处理技术、知识图谱技术等几大方向。Artificial intelligence is a discipline that studies computers to simulate certain human thinking processes and intelligent behaviors (such as learning, reasoning, thinking, planning, etc.). It has both hardware-level technology and software-level technology. Artificial intelligence hardware technology generally includes sensors, dedicated artificial intelligence chips, cloud computing, distributed storage, big data processing and other technologies; artificial intelligence software technology mainly includes computer vision technology, speech recognition technology, natural speech processing technology and machine learning/depth Learning, big data processing technology, knowledge graph technology and other major directions.
应该理解，可以使用上面所示的各种形式的流程，重新排序、增加或删除步骤。例如，本发公开中记载的各步骤可以并行地执行也可以顺序地执行也可以不同的次序执行，只要能够实现本公开提及的技术方案所期望的结果，本文在此不进行限制。It should be understood that various forms of the process shown above may be used, with steps reordered, added or deleted. For example, each step described in the present disclosure can be executed in parallel, sequentially, or in a different order. As long as the desired results of the technical solutions mentioned in the present disclosure can be achieved, there is no limitation here.
上述具体实施方式，并不构成对本公开保护范围的限制。本领域技术人员应该明白的是，根据设计要求和其他因素，可以进行各种修改、组合、子组合和替代。任何在本公开的精神和原则之内所作的修改、等同替换和改进等，均应包含在本公开保护范围之内。The above-mentioned specific embodiments do not constitute a limitation on the scope of the present disclosure. It will be understood by those skilled in the art that various modifications, combinations, sub-combinations and substitutions are possible depending on design requirements and other factors. Any modifications, equivalent substitutions, improvements, etc. made within the spirit and principles of this disclosure shall be included in the protection scope of this disclosure.
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| CN202110733625.9ACN113391989B (en) | 2021-06-30 | 2021-06-30 | Program evaluation method, device, equipment, medium and program product |
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